Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 1452 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 181.5 KiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 1 |
exp_call_price is highly overall correlated with exp_price and 10 other fields | High correlation |
exp_price is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price_kurtosis is highly overall correlated with exp_call_price and 2 other fields | High correlation |
exp_price_max is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price_median is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price_min is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price_q1 is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price_q3 is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price_skew is highly overall correlated with exp_call_price and 2 other fields | High correlation |
exp_price_std is highly overall correlated with exp_call_price and 10 other fields | High correlation |
last_quote is highly overall correlated with exp_call_price and 8 other fields | High correlation |
strike is highly overall correlated with exp_call_price and 8 other fields | High correlation |
exp_price has unique values | Unique |
exp_call_price has unique values | Unique |
exp_price_min has unique values | Unique |
exp_price_max has unique values | Unique |
exp_price_std has unique values | Unique |
exp_price_median has unique values | Unique |
exp_price_q1 has unique values | Unique |
exp_price_q3 has unique values | Unique |
exp_price_kurtosis has unique values | Unique |
exp_price_skew has unique values | Unique |
Reproduction
| Analysis started | 2024-02-12 15:08:51.791243 |
|---|---|
| Analysis finished | 2024-02-12 15:09:18.752024 |
| Duration | 26.96 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
last_quote
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1388 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 355.96338 |
| Minimum | 222.21 |
|---|---|
| Maximum | 477.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 222.21 |
|---|---|
| 5-th percentile | 265.072 |
| Q1 | 288.1075 |
| median | 357.78 |
| Q3 | 418.6425 |
| 95-th percentile | 456.678 |
| Maximum | 477.77 |
| Range | 255.56 |
| Interquartile range (IQR) | 130.535 |
Descriptive statistics
| Standard deviation | 68.853394 |
|---|---|
| Coefficient of variation (CV) | 0.19342831 |
| Kurtosis | -1.4822943 |
| Mean | 355.96338 |
| Median Absolute Deviation (MAD) | 67.225 |
| Skewness | 0.07395125 |
| Sum | 516858.83 |
| Variance | 4740.7899 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 280.99 | 3 | 0.2% |
| 298.09 | 3 | 0.2% |
| 396.46 | 3 | 0.2% |
| 274.51 | 3 | 0.2% |
| 415.24 | 2 | 0.1% |
| 269.11 | 2 | 0.1% |
| 311.66 | 2 | 0.1% |
| 273.35 | 2 | 0.1% |
| 289.48 | 2 | 0.1% |
| 272.06 | 2 | 0.1% |
| Other values (1378) | 1428 |
| Value | Count | Frequency (%) |
| 222.21 | 1 | |
| 228.95 | 1 | |
| 234.34 | 1 | |
| 239.75 | 1 | |
| 240.72 | 1 | |
| 240.94 | 1 | |
| 241.23 | 1 | |
| 242 | 1 | |
| 244.09 | 1 | |
| 246.02 | 1 |
| Value | Count | Frequency (%) |
| 477.77 | 1 | |
| 477.56 | 1 | |
| 477.48 | 1 | |
| 477.26 | 1 | |
| 476.92 | 1 | |
| 476.73 | 1 | |
| 476.47 | 1 | |
| 476.14 | 1 | |
| 475.31 | 1 | |
| 475.08 | 1 |
strike
Real number (ℝ)
HIGH CORRELATION
| Distinct | 279 |
|---|---|
| Distinct (%) | 19.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 355.95248 |
| Minimum | 222 |
|---|---|
| Maximum | 478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 222 |
|---|---|
| 5-th percentile | 265 |
| Q1 | 288 |
| median | 358 |
| Q3 | 419 |
| 95-th percentile | 457 |
| Maximum | 478 |
| Range | 256 |
| Interquartile range (IQR) | 131 |
Descriptive statistics
| Standard deviation | 68.859968 |
|---|---|
| Coefficient of variation (CV) | 0.1934527 |
| Kurtosis | -1.4815996 |
| Mean | 355.95248 |
| Median Absolute Deviation (MAD) | 67 |
| Skewness | 0.073974302 |
| Sum | 516843 |
| Variance | 4741.6952 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 279 | 24 | 1.7% |
| 265 | 19 | 1.3% |
| 288 | 18 | 1.2% |
| 275 | 17 | 1.2% |
| 270 | 17 | 1.2% |
| 290 | 15 | 1.0% |
| 412 | 14 | 1.0% |
| 285 | 14 | 1.0% |
| 438 | 14 | 1.0% |
| 434 | 14 | 1.0% |
| Other values (269) | 1286 |
| Value | Count | Frequency (%) |
| 222 | 1 | 0.1% |
| 229 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| 241 | 3 | |
| 242 | 1 | 0.1% |
| 244 | 1 | 0.1% |
| 246 | 2 | |
| 247 | 2 | |
| 248 | 4 |
| Value | Count | Frequency (%) |
| 478 | 3 | |
| 477 | 3 | |
| 476 | 2 | 0.1% |
| 475 | 2 | 0.1% |
| 474 | 1 | 0.1% |
| 473 | 1 | 0.1% |
| 472 | 2 | 0.1% |
| 471 | 3 | |
| 470 | 5 | |
| 469 | 6 |
exp_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 356.41852 |
| Minimum | 223.11144 |
|---|---|
| Maximum | 478.4213 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 223.11144 |
|---|---|
| 5-th percentile | 265.44888 |
| Q1 | 288.30372 |
| median | 358.28119 |
| Q3 | 419.20273 |
| 95-th percentile | 457.28118 |
| Maximum | 478.4213 |
| Range | 255.30986 |
| Interquartile range (IQR) | 130.89901 |
Descriptive statistics
| Standard deviation | 68.970285 |
|---|---|
| Coefficient of variation (CV) | 0.19350927 |
| Kurtosis | -1.4845172 |
| Mean | 356.41852 |
| Median Absolute Deviation (MAD) | 67.43622 |
| Skewness | 0.074650849 |
| Sum | 517519.69 |
| Variance | 4756.9003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 269.0778639 | 1 | 0.1% |
| 468.7045789 | 1 | 0.1% |
| 469.3887794 | 1 | 0.1% |
| 470.1236127 | 1 | 0.1% |
| 468.5389232 | 1 | 0.1% |
| 469.5602465 | 1 | 0.1% |
| 467.8786601 | 1 | 0.1% |
| 467.6683735 | 1 | 0.1% |
| 464.1990265 | 1 | 0.1% |
| 464.071113 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 223.1114437 | 1 | |
| 229.8626144 | 1 | |
| 234.7220296 | 1 | |
| 240.5365507 | 1 | |
| 241.0879632 | 1 | |
| 241.8562739 | 1 | |
| 242.0966019 | 1 | |
| 242.9177255 | 1 | |
| 244.5624423 | 1 | |
| 246.4588983 | 1 |
| Value | Count | Frequency (%) |
| 478.4213023 | 1 | |
| 478.2455147 | 1 | |
| 478.1551292 | 1 | |
| 478.0082159 | 1 | |
| 477.6053332 | 1 | |
| 477.4394785 | 1 | |
| 477.2185417 | 1 | |
| 476.8173134 | 1 | |
| 475.9704084 | 1 | |
| 475.7089922 | 1 |
exp_call_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3139035 |
| Minimum | 3.8886722 |
|---|---|
| Maximum | 12.843307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 3.8886722 |
|---|---|
| 5-th percentile | 4.3799085 |
| Q1 | 5.2105621 |
| median | 7.3870524 |
| Q3 | 8.9995545 |
| 95-th percentile | 10.605908 |
| Maximum | 12.843307 |
| Range | 8.9546345 |
| Interquartile range (IQR) | 3.7889924 |
Descriptive statistics
| Standard deviation | 2.1099548 |
|---|---|
| Coefficient of variation (CV) | 0.28848546 |
| Kurtosis | -1.0722277 |
| Mean | 7.3139035 |
| Median Absolute Deviation (MAD) | 1.9038192 |
| Skewness | 0.15614594 |
| Sum | 10619.788 |
| Variance | 4.4519092 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.798478111 | 1 | 0.1% |
| 8.220066103 | 1 | 0.1% |
| 8.09644625 | 1 | 0.1% |
| 7.788127405 | 1 | 0.1% |
| 8.11806613 | 1 | 0.1% |
| 7.96786072 | 1 | 0.1% |
| 8.304719144 | 1 | 0.1% |
| 8.274465142 | 1 | 0.1% |
| 7.809494119 | 1 | 0.1% |
| 8.08622683 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 3.888672245 | 1 | |
| 3.935747798 | 1 | |
| 3.979069894 | 1 | |
| 4.010295821 | 1 | |
| 4.020190645 | 1 | |
| 4.063195007 | 1 | |
| 4.071811848 | 1 | |
| 4.073157903 | 1 | |
| 4.077003118 | 1 | |
| 4.090780106 | 1 |
| Value | Count | Frequency (%) |
| 12.8433067 | 1 | |
| 12.77666057 | 1 | |
| 12.54416727 | 1 | |
| 12.53490069 | 1 | |
| 12.51332678 | 1 | |
| 12.31507692 | 1 | |
| 12.25254336 | 1 | |
| 12.24936321 | 1 | |
| 12.20926828 | 1 | |
| 12.20683473 | 1 |
exp_price_min
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 281.6167 |
| Minimum | 139.7242 |
|---|---|
| Maximum | 387.84669 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 139.7242 |
|---|---|
| 5-th percentile | 205.40597 |
| Q1 | 236.25548 |
| median | 280.71039 |
| Q3 | 326.05074 |
| 95-th percentile | 362.71372 |
| Maximum | 387.84669 |
| Range | 248.12249 |
| Interquartile range (IQR) | 89.79526 |
Descriptive statistics
| Standard deviation | 52.598425 |
|---|---|
| Coefficient of variation (CV) | 0.1867731 |
| Kurtosis | -1.0663781 |
| Mean | 281.6167 |
| Median Absolute Deviation (MAD) | 44.882307 |
| Skewness | -0.005753378 |
| Sum | 408907.45 |
| Variance | 2766.5943 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 214.1313836 | 1 | 0.1% |
| 386.9805482 | 1 | 0.1% |
| 385.0966538 | 1 | 0.1% |
| 387.5691339 | 1 | 0.1% |
| 379.5108775 | 1 | 0.1% |
| 387.8458186 | 1 | 0.1% |
| 378.2786375 | 1 | 0.1% |
| 379.4523784 | 1 | 0.1% |
| 381.3933389 | 1 | 0.1% |
| 376.3941101 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 139.7241985 | 1 | |
| 152.8273534 | 1 | |
| 156.7008612 | 1 | |
| 160.3637264 | 1 | |
| 160.7717765 | 1 | |
| 161.7513442 | 1 | |
| 163.4167352 | 1 | |
| 163.5025405 | 1 | |
| 164.0366143 | 1 | |
| 164.6383969 | 1 |
| Value | Count | Frequency (%) |
| 387.846685 | 1 | |
| 387.8458186 | 1 | |
| 387.5691339 | 1 | |
| 387.354801 | 1 | |
| 386.9805482 | 1 | |
| 385.9601061 | 1 | |
| 385.0966538 | 1 | |
| 383.4142857 | 1 | |
| 382.9438382 | 1 | |
| 382.9240989 | 1 |
exp_price_max
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 450.6273 |
| Minimum | 307.46582 |
|---|---|
| Maximum | 627.75804 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 307.46582 |
|---|---|
| 5-th percentile | 332.57858 |
| Q1 | 353.56144 |
| median | 452.31935 |
| Q3 | 534.88332 |
| 95-th percentile | 589.00038 |
| Maximum | 627.75804 |
| Range | 320.29222 |
| Interquartile range (IQR) | 181.32187 |
Descriptive statistics
| Standard deviation | 93.023436 |
|---|---|
| Coefficient of variation (CV) | 0.20643098 |
| Kurtosis | -1.521059 |
| Mean | 450.6273 |
| Median Absolute Deviation (MAD) | 92.616499 |
| Skewness | 0.10874658 |
| Sum | 654310.85 |
| Variance | 8653.3596 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 327.5079646 | 1 | 0.1% |
| 567.1340376 | 1 | 0.1% |
| 567.2630514 | 1 | 0.1% |
| 568.8660174 | 1 | 0.1% |
| 561.367893 | 1 | 0.1% |
| 565.5923145 | 1 | 0.1% |
| 564.9838079 | 1 | 0.1% |
| 573.355339 | 1 | 0.1% |
| 572.0785293 | 1 | 0.1% |
| 563.914212 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 307.4658183 | 1 | |
| 314.2481051 | 1 | |
| 319.6220708 | 1 | |
| 320.0047015 | 1 | |
| 320.8542826 | 1 | |
| 320.881408 | 1 | |
| 321.1726132 | 1 | |
| 321.9185636 | 1 | |
| 322.3905809 | 1 | |
| 322.5112284 | 1 |
| Value | Count | Frequency (%) |
| 627.7580387 | 1 | |
| 626.8902763 | 1 | |
| 626.5218105 | 1 | |
| 623.1727269 | 1 | |
| 621.402897 | 1 | |
| 618.7804862 | 1 | |
| 617.8437287 | 1 | |
| 617.4170714 | 1 | |
| 616.6111765 | 1 | |
| 616.3685879 | 1 |
exp_price_std
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.781087 |
| Minimum | 9.8381527 |
|---|---|
| Maximum | 29.94628 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 9.8381527 |
|---|---|
| 5-th percentile | 10.774848 |
| Q1 | 12.784408 |
| median | 18.005642 |
| Q3 | 21.876883 |
| 95-th percentile | 25.631122 |
| Maximum | 29.94628 |
| Range | 20.108128 |
| Interquartile range (IQR) | 9.0924747 |
Descriptive statistics
| Standard deviation | 5.0399804 |
|---|---|
| Coefficient of variation (CV) | 0.28344614 |
| Kurtosis | -1.1399125 |
| Mean | 17.781087 |
| Median Absolute Deviation (MAD) | 4.5566449 |
| Skewness | 0.1427271 |
| Sum | 25818.138 |
| Variance | 25.401403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.94401879 | 1 | 0.1% |
| 19.72474865 | 1 | 0.1% |
| 19.83252028 | 1 | 0.1% |
| 19.37446947 | 1 | 0.1% |
| 19.69152912 | 1 | 0.1% |
| 19.29554031 | 1 | 0.1% |
| 19.72808145 | 1 | 0.1% |
| 19.92179591 | 1 | 0.1% |
| 19.34096709 | 1 | 0.1% |
| 20.19188016 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 9.838152682 | 1 | |
| 9.946903798 | 1 | |
| 10.05545612 | 1 | |
| 10.05987625 | 1 | |
| 10.10082919 | 1 | |
| 10.13347916 | 1 | |
| 10.1627243 | 1 | |
| 10.21183401 | 1 | |
| 10.21610818 | 1 | |
| 10.22799294 | 1 |
| Value | Count | Frequency (%) |
| 29.94628023 | 1 | |
| 29.84294655 | 1 | |
| 29.71800733 | 1 | |
| 29.64215075 | 1 | |
| 29.61154097 | 1 | |
| 29.49410883 | 1 | |
| 29.43490946 | 1 | |
| 29.36549566 | 1 | |
| 29.31076757 | 1 | |
| 29.16827805 | 1 |
exp_price_median
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 355.96295 |
| Minimum | 222.21471 |
|---|---|
| Maximum | 477.74207 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 222.21471 |
|---|---|
| 5-th percentile | 265.09653 |
| Q1 | 288.10079 |
| median | 357.75773 |
| Q3 | 418.65096 |
| 95-th percentile | 456.65128 |
| Maximum | 477.74207 |
| Range | 255.52736 |
| Interquartile range (IQR) | 130.55017 |
Descriptive statistics
| Standard deviation | 68.852344 |
|---|---|
| Coefficient of variation (CV) | 0.19342559 |
| Kurtosis | -1.4823091 |
| Mean | 355.96295 |
| Median Absolute Deviation (MAD) | 67.196633 |
| Skewness | 0.073972932 |
| Sum | 516858.2 |
| Variance | 4740.6453 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 268.8281168 | 1 | 0.1% |
| 468.2748266 | 1 | 0.1% |
| 468.975588 | 1 | 0.1% |
| 469.7014842 | 1 | 0.1% |
| 468.1190817 | 1 | 0.1% |
| 469.1372461 | 1 | 0.1% |
| 467.4483653 | 1 | 0.1% |
| 467.2305393 | 1 | 0.1% |
| 463.793736 | 1 | 0.1% |
| 463.6440478 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 222.2147082 | 1 | |
| 229.0138938 | 1 | |
| 234.3059508 | 1 | |
| 239.7475708 | 1 | |
| 240.7085542 | 1 | |
| 240.9689382 | 1 | |
| 241.2404546 | 1 | |
| 241.9556414 | 1 | |
| 244.1091381 | 1 | |
| 245.9773241 | 1 |
| Value | Count | Frequency (%) |
| 477.7420676 | 1 | |
| 477.5801024 | 1 | |
| 477.4952323 | 1 | |
| 477.1833845 | 1 | |
| 476.8435811 | 1 | |
| 476.8087927 | 1 | |
| 476.5145827 | 1 | |
| 476.1798873 | 1 | |
| 475.259737 | 1 | |
| 475.0668493 | 1 |
exp_price_q1
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 344.19909 |
| Minimum | 209.07976 |
|---|---|
| Maximum | 461.80611 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 209.07976 |
|---|---|
| 5-th percentile | 255.92858 |
| Q1 | 280.21507 |
| median | 345.67694 |
| Q3 | 404.30105 |
| 95-th percentile | 440.93019 |
| Maximum | 461.80611 |
| Range | 252.72635 |
| Interquartile range (IQR) | 124.08598 |
Descriptive statistics
| Standard deviation | 66.112478 |
|---|---|
| Coefficient of variation (CV) | 0.19207627 |
| Kurtosis | -1.4499727 |
| Mean | 344.19909 |
| Median Absolute Deviation (MAD) | 63.407738 |
| Skewness | 0.066104856 |
| Sum | 499777.08 |
| Variance | 4370.8597 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 260.8767058 | 1 | 0.1% |
| 455.1865728 | 1 | 0.1% |
| 455.8118395 | 1 | 0.1% |
| 456.8447697 | 1 | 0.1% |
| 455.0577715 | 1 | 0.1% |
| 456.3659371 | 1 | 0.1% |
| 454.3654713 | 1 | 0.1% |
| 454.0323842 | 1 | 0.1% |
| 450.9347103 | 1 | 0.1% |
| 450.2104006 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 209.0797589 | 1 | |
| 215.848487 | 1 | |
| 225.5016907 | 1 | |
| 227.1471952 | 1 | |
| 227.3521011 | 1 | |
| 227.7895619 | 1 | |
| 227.9596744 | 1 | |
| 231.5791551 | 1 | |
| 231.7592633 | 1 | |
| 232.0835685 | 1 |
| Value | Count | Frequency (%) |
| 461.8061134 | 1 | |
| 461.1176601 | 1 | |
| 459.9123366 | 1 | |
| 459.6565524 | 1 | |
| 459.5933436 | 1 | |
| 459.3952805 | 1 | |
| 459.1048871 | 1 | |
| 458.9618108 | 1 | |
| 458.2055684 | 1 | |
| 458.1779909 | 1 |
exp_price_q3
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 368.14053 |
| Minimum | 236.12832 |
|---|---|
| Maximum | 496.22109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 236.12832 |
|---|---|
| 5-th percentile | 274.4209 |
| Q1 | 296.64002 |
| median | 371.53807 |
| Q3 | 433.48253 |
| 95-th percentile | 472.80588 |
| Maximum | 496.22109 |
| Range | 260.09277 |
| Interquartile range (IQR) | 136.84251 |
Descriptive statistics
| Standard deviation | 71.750583 |
|---|---|
| Coefficient of variation (CV) | 0.19489998 |
| Kurtosis | -1.5072901 |
| Mean | 368.14053 |
| Median Absolute Deviation (MAD) | 71.657129 |
| Skewness | 0.080641269 |
| Sum | 534540.04 |
| Variance | 5148.1461 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 277.0146905 | 1 | 0.1% |
| 481.7831653 | 1 | 0.1% |
| 482.4736442 | 1 | 0.1% |
| 482.9552962 | 1 | 0.1% |
| 481.5777709 | 1 | 0.1% |
| 482.3141981 | 1 | 0.1% |
| 480.9385094 | 1 | 0.1% |
| 480.8135031 | 1 | 0.1% |
| 476.971056 | 1 | 0.1% |
| 477.4309526 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 236.1283177 | 1 | |
| 242.9033175 | 1 | |
| 243.5344222 | 1 | |
| 249.9796359 | 1 | |
| 253.0390065 | 1 | |
| 254.3133654 | 1 | |
| 255.2893112 | 1 | |
| 255.3803475 | 1 | |
| 255.9684865 | 1 | |
| 256.4240246 | 1 |
| Value | Count | Frequency (%) |
| 496.2210914 | 1 | |
| 495.853133 | 1 | |
| 495.2557271 | 1 | |
| 495.0299574 | 1 | |
| 494.5175112 | 1 | |
| 494.2010943 | 1 | |
| 493.8633035 | 1 | |
| 493.2866066 | 1 | |
| 492.9902614 | 1 | |
| 492.4547696 | 1 |
exp_price_kurtosis
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.040792528 |
| Minimum | 0.00041912186 |
|---|---|
| Maximum | 0.15358268 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0.00041912186 |
|---|---|
| 5-th percentile | 0.017584901 |
| Q1 | 0.028554683 |
| median | 0.03815314 |
| Q3 | 0.05009347 |
| 95-th percentile | 0.068430687 |
| Maximum | 0.15358268 |
| Range | 0.15316356 |
| Interquartile range (IQR) | 0.021538787 |
Descriptive statistics
| Standard deviation | 0.018536647 |
|---|---|
| Coefficient of variation (CV) | 0.4544128 |
| Kurtosis | 6.3969965 |
| Mean | 0.040792528 |
| Median Absolute Deviation (MAD) | 0.010768585 |
| Skewness | 1.7301932 |
| Sum | 59.23075 |
| Variance | 0.00034360728 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02650364493 | 1 | 0.1% |
| 0.01516347411 | 1 | 0.1% |
| 0.03172161851 | 1 | 0.1% |
| 0.02113064333 | 1 | 0.1% |
| 0.03038780573 | 1 | 0.1% |
| 0.02870640302 | 1 | 0.1% |
| 0.02769465851 | 1 | 0.1% |
| 0.03564455738 | 1 | 0.1% |
| 0.03252765703 | 1 | 0.1% |
| 0.02797636469 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 0.0004191218638 | 1 | |
| 0.00196139444 | 1 | |
| 0.002514180793 | 1 | |
| 0.002525490529 | 1 | |
| 0.003298163687 | 1 | |
| 0.004201912704 | 1 | |
| 0.007060763888 | 1 | |
| 0.00714397768 | 1 | |
| 0.007168621305 | 1 | |
| 0.007878158712 | 1 |
| Value | Count | Frequency (%) |
| 0.1535826849 | 1 | |
| 0.1424642012 | 1 | |
| 0.1404175656 | 1 | |
| 0.1397095531 | 1 | |
| 0.1376849245 | 1 | |
| 0.1353774356 | 1 | |
| 0.1352992516 | 1 | |
| 0.135049969 | 1 | |
| 0.1349703954 | 1 | |
| 0.1317093409 | 1 |
exp_price_skew
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14874172 |
| Minimum | 0.094019188 |
|---|---|
| Maximum | 0.28096379 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0.094019188 |
|---|---|
| 5-th percentile | 0.11134776 |
| Q1 | 0.12832053 |
| median | 0.14715003 |
| Q3 | 0.16538953 |
| 95-th percentile | 0.19183998 |
| Maximum | 0.28096379 |
| Range | 0.1869446 |
| Interquartile range (IQR) | 0.037068999 |
Descriptive statistics
| Standard deviation | 0.027328774 |
|---|---|
| Coefficient of variation (CV) | 0.18373308 |
| Kurtosis | 3.198174 |
| Mean | 0.14874172 |
| Median Absolute Deviation (MAD) | 0.018516541 |
| Skewness | 1.1609193 |
| Sum | 215.97298 |
| Variance | 0.00074686191 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1268148083 | 1 | 0.1% |
| 0.1206555825 | 1 | 0.1% |
| 0.1265427599 | 1 | 0.1% |
| 0.125971138 | 1 | 0.1% |
| 0.1295546415 | 1 | 0.1% |
| 0.1260746427 | 1 | 0.1% |
| 0.128585436 | 1 | 0.1% |
| 0.1366910158 | 1 | 0.1% |
| 0.1286141862 | 1 | 0.1% |
| 0.1325886502 | 1 | 0.1% |
| Other values (1442) | 1442 |
| Value | Count | Frequency (%) |
| 0.09401918756 | 1 | |
| 0.09740256584 | 1 | |
| 0.09838090648 | 1 | |
| 0.09949283491 | 1 | |
| 0.1020213008 | 1 | |
| 0.102089883 | 1 | |
| 0.1022636706 | 1 | |
| 0.1034742472 | 1 | |
| 0.1035831753 | 1 | |
| 0.1039173628 | 1 |
| Value | Count | Frequency (%) |
| 0.2809637916 | 1 | |
| 0.2745775414 | 1 | |
| 0.2741823107 | 1 | |
| 0.2728853256 | 1 | |
| 0.2726848568 | 1 | |
| 0.270982515 | 1 | |
| 0.2696645554 | 1 | |
| 0.2693594666 | 1 | |
| 0.2689860845 | 1 | |
| 0.2671256278 | 1 |
days
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 21 | |
|---|---|
| 20 | |
| 22 | |
| 23 | 62 |
| 18 | 49 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2904 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 22 |
|---|---|
| 2nd row | 21 |
| 3rd row | 20 |
| 4th row | 21 |
| 5th row | 23 |
Common Values
| Value | Count | Frequency (%) |
| 21 | 786 | |
| 20 | 468 | |
| 22 | 87 | 6.0% |
| 23 | 62 | 4.3% |
| 18 | 49 | 3.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 21 | 786 | |
| 20 | 468 | |
| 22 | 87 | 6.0% |
| 23 | 62 | 4.3% |
| 18 | 49 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1490 | |
| 1 | 835 | |
| 0 | 468 | 16.1% |
| 3 | 62 | 2.1% |
| 8 | 49 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2904 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1490 | |
| 1 | 835 | |
| 0 | 468 | 16.1% |
| 3 | 62 | 2.1% |
| 8 | 49 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2904 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1490 | |
| 1 | 835 | |
| 0 | 468 | 16.1% |
| 3 | 62 | 2.1% |
| 8 | 49 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2904 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1490 | |
| 1 | 835 | |
| 0 | 468 | 16.1% |
| 3 | 62 | 2.1% |
| 8 | 49 | 1.7% |
r
Real number (ℝ)
| Distinct | 329 |
|---|---|
| Distinct (%) | 22.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7344697 |
| Minimum | 0 |
|---|---|
| Maximum | 5.95 |
| Zeros | 10 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.09 |
| median | 1.62 |
| Q3 | 2.4025 |
| 95-th percentile | 5.52 |
| Maximum | 5.95 |
| Range | 5.95 |
| Interquartile range (IQR) | 2.3125 |
Descriptive statistics
| Standard deviation | 1.7073413 |
|---|---|
| Coefficient of variation (CV) | 0.98435927 |
| Kurtosis | -0.1203836 |
| Mean | 1.7344697 |
| Median Absolute Deviation (MAD) | 1.49 |
| Skewness | 0.88900046 |
| Sum | 2518.45 |
| Variance | 2.9150144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.05 | 66 | 4.5% |
| 0.09 | 61 | 4.2% |
| 0.04 | 57 | 3.9% |
| 0.08 | 49 | 3.4% |
| 0.03 | 43 | 3.0% |
| 0.01 | 40 | 2.8% |
| 0.1 | 34 | 2.3% |
| 0.06 | 32 | 2.2% |
| 0.02 | 26 | 1.8% |
| 0.07 | 25 | 1.7% |
| Other values (319) | 1019 |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.7% |
| 0.01 | 40 | |
| 0.02 | 26 | 1.8% |
| 0.03 | 43 | |
| 0.04 | 57 | |
| 0.05 | 66 | |
| 0.06 | 32 | |
| 0.07 | 25 | 1.7% |
| 0.08 | 49 | |
| 0.09 | 61 |
| Value | Count | Frequency (%) |
| 5.95 | 1 | 0.1% |
| 5.81 | 1 | 0.1% |
| 5.79 | 1 | 0.1% |
| 5.76 | 1 | 0.1% |
| 5.73 | 1 | 0.1% |
| 5.67 | 1 | 0.1% |
| 5.62 | 1 | 0.1% |
| 5.61 | 1 | 0.1% |
| 5.6 | 2 | |
| 5.59 | 3 |
prob_itm
Real number (ℝ)
| Distinct | 1378 |
|---|---|
| Distinct (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50024526 |
| Minimum | 0.423696 |
|---|---|
| Maximum | 0.81303 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0.423696 |
|---|---|
| 5-th percentile | 0.4874404 |
| Q1 | 0.4947435 |
| median | 0.500286 |
| Q3 | 0.505502 |
| 95-th percentile | 0.5124021 |
| Maximum | 0.81303 |
| Range | 0.389334 |
| Interquartile range (IQR) | 0.0107585 |
Descriptive statistics
| Standard deviation | 0.012429098 |
|---|---|
| Coefficient of variation (CV) | 0.024846009 |
| Kurtosis | 280.14272 |
| Mean | 0.50024526 |
| Median Absolute Deviation (MAD) | 0.005417 |
| Skewness | 10.575984 |
| Sum | 726.35612 |
| Variance | 0.00015448249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.501342 | 3 | 0.2% |
| 0.499996 | 3 | 0.2% |
| 0.49891 | 3 | 0.2% |
| 0.502596 | 2 | 0.1% |
| 0.507628 | 2 | 0.1% |
| 0.501574 | 2 | 0.1% |
| 0.50863 | 2 | 0.1% |
| 0.500506 | 2 | 0.1% |
| 0.501044 | 2 | 0.1% |
| 0.4986 | 2 | 0.1% |
| Other values (1368) | 1429 |
| Value | Count | Frequency (%) |
| 0.423696 | 1 | |
| 0.425858 | 1 | |
| 0.436504 | 1 | |
| 0.438508 | 1 | |
| 0.442782 | 1 | |
| 0.444334 | 1 | |
| 0.451478 | 1 | |
| 0.462156 | 1 | |
| 0.462254 | 1 | |
| 0.464796 | 1 |
| Value | Count | Frequency (%) |
| 0.81303 | 1 | |
| 0.568636 | 1 | |
| 0.565672 | 1 | |
| 0.547784 | 1 | |
| 0.541946 | 1 | |
| 0.5337 | 1 | |
| 0.531114 | 1 | |
| 0.529058 | 1 | |
| 0.528618 | 1 | |
| 0.522326 | 1 |
| days | exp_call_price | exp_price | exp_price_kurtosis | exp_price_max | exp_price_median | exp_price_min | exp_price_q1 | exp_price_q3 | exp_price_skew | exp_price_std | last_quote | prob_itm | r | strike | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| days | 1.000 | 0.181 | 0.089 | 0.178 | 0.127 | 0.089 | 0.060 | 0.084 | 0.094 | 0.189 | 0.182 | 0.089 | 0.005 | 0.155 | 0.089 |
| exp_call_price | 0.181 | 1.000 | 0.769 | 0.656 | 0.886 | 0.768 | 0.682 | 0.753 | 0.785 | 0.786 | 0.992 | 0.768 | 0.064 | -0.101 | 0.767 |
| exp_price | 0.089 | 0.769 | 1.000 | 0.206 | 0.964 | 1.000 | 0.981 | 0.999 | 0.999 | 0.281 | 0.781 | 1.000 | -0.039 | -0.160 | 1.000 |
| exp_price_kurtosis | 0.178 | 0.656 | 0.206 | 1.000 | 0.389 | 0.204 | 0.091 | 0.184 | 0.227 | 0.863 | 0.656 | 0.204 | 0.016 | 0.007 | 0.204 |
| exp_price_max | 0.127 | 0.886 | 0.964 | 0.389 | 1.000 | 0.964 | 0.915 | 0.957 | 0.971 | 0.480 | 0.896 | 0.964 | -0.037 | -0.171 | 0.964 |
| exp_price_median | 0.089 | 0.768 | 1.000 | 0.204 | 0.964 | 1.000 | 0.982 | 0.999 | 0.999 | 0.279 | 0.779 | 1.000 | -0.039 | -0.160 | 1.000 |
| exp_price_min | 0.060 | 0.682 | 0.981 | 0.091 | 0.915 | 0.982 | 1.000 | 0.987 | 0.976 | 0.152 | 0.693 | 0.982 | -0.040 | -0.152 | 0.982 |
| exp_price_q1 | 0.084 | 0.753 | 0.999 | 0.184 | 0.957 | 0.999 | 0.987 | 1.000 | 0.998 | 0.256 | 0.764 | 0.999 | -0.039 | -0.158 | 0.999 |
| exp_price_q3 | 0.094 | 0.785 | 0.999 | 0.227 | 0.971 | 0.999 | 0.976 | 0.998 | 1.000 | 0.305 | 0.796 | 0.999 | -0.039 | -0.163 | 0.999 |
| exp_price_skew | 0.189 | 0.786 | 0.281 | 0.863 | 0.480 | 0.279 | 0.152 | 0.256 | 0.305 | 1.000 | 0.787 | 0.279 | -0.001 | -0.015 | 0.279 |
| exp_price_std | 0.182 | 0.992 | 0.781 | 0.656 | 0.896 | 0.779 | 0.693 | 0.764 | 0.796 | 0.787 | 1.000 | 0.779 | -0.026 | -0.099 | 0.779 |
| last_quote | 0.089 | 0.768 | 1.000 | 0.204 | 0.964 | 1.000 | 0.982 | 0.999 | 0.999 | 0.279 | 0.779 | 1.000 | -0.039 | -0.160 | 1.000 |
| prob_itm | 0.005 | 0.064 | -0.039 | 0.016 | -0.037 | -0.039 | -0.040 | -0.039 | -0.039 | -0.001 | -0.026 | -0.039 | 1.000 | 0.013 | -0.045 |
| r | 0.155 | -0.101 | -0.160 | 0.007 | -0.171 | -0.160 | -0.152 | -0.158 | -0.163 | -0.015 | -0.099 | -0.160 | 0.013 | 1.000 | -0.160 |
| strike | 0.089 | 0.767 | 1.000 | 0.204 | 0.964 | 1.000 | 0.982 | 0.999 | 0.999 | 0.279 | 0.779 | 1.000 | -0.045 | -0.160 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| last_quote | strike | exp_price | exp_call_price | exp_price_min | exp_price_max | exp_price_std | exp_price_median | exp_price_q1 | exp_price_q3 | exp_price_kurtosis | exp_price_skew | days | r | prob_itm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | |||||||||||||||
| 2018-01-02 | 268.81 | 269.0 | 269.077864 | 4.798478 | 214.131384 | 327.507965 | 11.944019 | 268.828117 | 260.876706 | 277.014691 | 0.026504 | 0.126815 | 22 | 1.28 | 0.494226 |
| 2018-01-03 | 270.47 | 270.0 | 270.688432 | 4.876650 | 222.222567 | 332.901344 | 11.373519 | 270.457731 | 262.911236 | 278.224274 | 0.034941 | 0.122681 | 21 | 1.29 | 0.515890 |
| 2018-01-04 | 271.56 | 272.0 | 271.786615 | 4.328733 | 223.655644 | 330.209967 | 11.120377 | 271.568078 | 264.168892 | 279.153984 | 0.029765 | 0.121482 | 20 | 1.29 | 0.484650 |
| 2018-01-05 | 273.41 | 273.0 | 273.648454 | 4.905581 | 221.289764 | 331.780207 | 11.489731 | 273.407691 | 265.762322 | 281.265482 | 0.019291 | 0.126896 | 21 | 1.28 | 0.513998 |
| 2018-01-08 | 273.94 | 274.0 | 274.193545 | 4.856711 | 225.354348 | 340.168508 | 11.953757 | 273.937208 | 265.993480 | 282.095348 | 0.033156 | 0.130088 | 23 | 1.27 | 0.497914 |
| 2018-01-09 | 274.53 | 275.0 | 274.770786 | 4.526757 | 226.991580 | 341.285208 | 11.642630 | 274.507259 | 266.792465 | 282.477598 | 0.036920 | 0.137266 | 22 | 1.30 | 0.482946 |
| 2018-01-10 | 274.08 | 274.0 | 274.326236 | 4.678939 | 226.152762 | 327.982077 | 11.337448 | 274.082970 | 266.555532 | 281.841171 | 0.024579 | 0.125194 | 21 | 1.27 | 0.502882 |
| 2018-01-11 | 276.09 | 276.0 | 276.313282 | 4.559128 | 227.016141 | 333.621013 | 11.054388 | 276.090230 | 268.750520 | 283.639455 | 0.033611 | 0.119514 | 20 | 1.31 | 0.503206 |
| 2018-01-12 | 277.91 | 278.0 | 278.137394 | 4.626119 | 229.520759 | 333.182087 | 11.439341 | 277.915324 | 270.302269 | 285.735440 | 0.016952 | 0.117595 | 21 | 1.32 | 0.496888 |
| 2018-01-16 | 276.96 | 275.0 | 277.215252 | 5.863150 | 230.342260 | 338.664130 | 11.778039 | 276.951833 | 269.137261 | 285.012903 | 0.017585 | 0.131356 | 22 | 1.31 | 0.565672 |
| last_quote | strike | exp_price | exp_call_price | exp_price_min | exp_price_max | exp_price_std | exp_price_median | exp_price_q1 | exp_price_q3 | exp_price_kurtosis | exp_price_skew | days | r | prob_itm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | |||||||||||||||
| 2023-12-13 | 470.53 | 471.0 | 471.221834 | 9.930496 | 367.442520 | 610.749014 | 24.762298 | 470.560873 | 454.253986 | 487.452532 | 0.065273 | 0.158496 | 23 | 5.53 | 0.492936 |
| 2023-12-14 | 472.02 | 472.0 | 472.621550 | 10.085744 | 366.804722 | 605.489485 | 24.624183 | 471.986333 | 455.716187 | 488.839913 | 0.053379 | 0.154712 | 22 | 5.52 | 0.499798 |
| 2023-12-15 | 469.41 | 469.0 | 470.044501 | 10.124837 | 359.315578 | 588.021416 | 24.177843 | 469.430448 | 453.457036 | 485.947873 | 0.043704 | 0.155387 | 21 | 5.54 | 0.507232 |
| 2023-12-18 | 472.00 | 472.0 | 472.549270 | 9.309687 | 382.924099 | 597.967173 | 22.745275 | 471.983556 | 456.973276 | 487.554621 | 0.046716 | 0.145628 | 18 | 5.54 | 0.499682 |
| 2023-12-20 | 468.07 | 468.0 | 468.737336 | 10.466913 | 359.824682 | 592.888616 | 25.440380 | 467.999382 | 451.272692 | 485.473938 | 0.042653 | 0.163999 | 23 | 5.51 | 0.499996 |
| 2023-12-21 | 472.70 | 473.0 | 473.370967 | 10.164281 | 374.268783 | 610.360811 | 25.136092 | 472.732753 | 456.084931 | 489.910151 | 0.038007 | 0.158242 | 22 | 5.50 | 0.495762 |
| 2023-12-22 | 473.68 | 474.0 | 474.317225 | 10.025319 | 382.036480 | 602.060997 | 24.825530 | 473.660395 | 457.230750 | 490.738530 | 0.035611 | 0.158126 | 21 | 5.54 | 0.494620 |
| 2023-12-27 | 476.47 | 476.0 | 477.218542 | 10.894740 | 360.410992 | 607.214667 | 25.917616 | 476.514583 | 459.395281 | 494.201094 | 0.063416 | 0.166208 | 23 | 5.53 | 0.507994 |
| 2023-12-28 | 476.73 | 477.0 | 477.439478 | 10.520456 | 374.087729 | 602.838491 | 25.944512 | 476.808793 | 459.593344 | 494.517511 | 0.050634 | 0.160785 | 22 | 5.55 | 0.497016 |
| 2023-12-29 | 475.31 | 475.0 | 475.970408 | 10.752795 | 367.242512 | 617.417071 | 25.854965 | 475.259737 | 458.177991 | 492.990261 | 0.055038 | 0.160526 | 21 | 5.57 | 0.503988 |